PUMA Polish Multimodal - History and Culture: leaderboard

History and culture category of PUMA (Polish Unified Multimodal Assessment), a culturally grounded Polish benchmark for vision-language models (Images group; arXiv 2608.21853v1). Strict score, the percentage of answers meeting every verification rule, 0-100, higher is better, from the OPI-PIB/puma Space data.json; audio-pipeline rows and the auxiliary Soft score are excluded.

Metric: Strict Accuracy (%). Source: huggingface.co. Saturation forecast: Around February 2027. 80 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.8 Flash85#30
2Gemini 3.7 Flash85#24
3Gemini 4 Argon83#9
4Gemini 3.1 Pro (Preview)82#64
5Gemini 3.5 Flash82#66
6Gemini 3.6 Flash79#57
7GPT-6.1 Sol78#7
8Claude Fable 576#20
9GPT-6 Astra75#6
10Muse Wonder75#18
11GPT-5.574#33
12GPT-5.6 Sol73#22
13Claude Opus 5.571#3
14Gemini 2.5 Pro70#159
15Gemini 3 Flash70#103

No result here: #10 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=puma-polish-multimodal-history-and-culture · How It Works · Data refreshed daily, snapshot 2026-11-05.